Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "87"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 87 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 109 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 107 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 87, Node N08:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459926 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 4.472757 6.307415 -0.380695 -0.034412 -0.057576 -0.030614 -0.272082 0.122081 0.8125 0.8274 0.1885 nan nan
2459925 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.232495 6.077051 -0.815264 -0.396530 3.794028 0.102502 -0.584606 -0.358023 0.7844 0.7778 0.2179 nan nan
2459924 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 5.284299 8.238654 -0.485421 -0.343891 1.505860 0.724268 1.241073 1.782747 0.6970 0.7135 0.3633 nan nan
2459923 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 5.208114 7.429103 -0.787372 -0.233043 0.047957 1.091293 -0.712511 -0.295858 0.7367 0.7472 0.3273 nan nan
2459922 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 5.682352 6.994724 -0.971237 -0.357397 0.378226 2.270768 0.037094 1.234380 0.6864 0.7064 0.3889 nan nan
2459921 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 5.084760 6.481591 -1.093192 -0.071205 1.065549 0.723434 0.470417 2.796551 0.6944 0.7053 0.3927 nan nan
2459920 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.874889 6.812810 -0.407340 -0.105188 9.322733 1.426858 1.476794 2.529457 0.6561 0.6904 0.4017 nan nan
2459919 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 5.574715 7.247977 0.711520 -0.202614 17.142018 1.793712 8.758925 2.666162 0.6285 0.6921 0.3738 nan nan
2459918 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 9.899284 7.984784 0.808211 -0.397865 13.066029 -0.237146 2.378160 2.553661 0.6339 0.7109 0.3684 nan nan
2459917 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 5.260372 7.441545 0.184664 -0.274893 2.336158 1.548793 1.339159 2.456303 0.7256 0.7431 0.4349 nan nan
2459916 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 20.206397 6.761942 1.402437 -0.366622 11.438994 1.659084 6.862459 2.292259 0.5928 0.7106 0.3607 nan nan
2459915 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 7.805130 7.073463 0.934648 -0.524533 11.130121 1.714654 2.614816 1.019796 0.6889 0.7398 0.3408 nan nan
2459914 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 5.491093 7.108594 -0.012386 -0.683188 0.159474 -0.192157 -0.265138 -0.826913 0.7513 0.7623 0.2924 nan nan
2459913 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 3.425200 7.465466 0.036909 -0.443798 7.352849 1.512845 0.399150 0.671865 0.7064 0.7148 0.3868 nan nan
2459912 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 4.527987 6.196663 -0.151537 -0.301919 0.383545 2.787598 -0.335474 0.869745 0.6946 0.7113 0.3896 nan nan
2459911 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.676261 6.516739 0.667593 -0.367756 17.913602 1.227218 2.824334 1.006607 0.6267 0.7086 0.3837 nan nan
2459910 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 7.618980 6.480927 0.742607 -0.328609 17.898943 0.367309 2.991130 1.272832 0.6253 0.7124 0.3796 nan nan
2459909 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 8.296063 6.893917 0.681511 -0.317655 14.545214 0.645307 2.612643 1.562590 0.6246 0.7090 0.3794 nan nan
2459908 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 13.699267 7.217722 0.879071 -0.176693 13.994741 0.852675 3.754489 1.590537 0.6161 0.7170 0.3597 nan nan
2459907 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 11.364256 6.759865 0.791158 -0.297047 14.839844 1.955398 2.575161 1.741233 0.6177 0.7131 0.3672 nan nan
2459906 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 5.891119 6.747275 0.489176 -0.434701 13.888218 1.855125 0.313219 1.160258 0.6352 0.7074 0.3824 nan nan
2459905 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.221067 6.645623 0.154543 -0.379056 15.033436 3.753359 5.554704 3.273107 0.6650 0.7033 0.3858 nan nan
2459904 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 12.692216 6.385799 0.920711 -0.444387 19.043757 2.928956 8.962040 3.970488 0.5998 0.7010 0.3577 nan nan
2459903 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 20.363479 7.054412 1.338151 -0.379472 11.808062 1.726980 4.229557 1.445702 0.5786 0.7049 0.3584 nan nan
2459902 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 9.660427 8.067664 0.792802 -0.662384 15.909385 1.087754 5.302674 1.555799 0.6284 0.7059 0.3634 nan nan
2459901 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.483739 8.765122 0.566379 -0.429316 12.976996 1.354645 3.697692 2.752163 0.6398 0.7006 0.3828 nan nan
2459900 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.064792 6.255696 0.467911 -0.499953 21.629484 1.672926 16.740524 7.616030 0.5961 0.6728 0.3232 nan nan
2459898 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 16.337865 7.014480 0.905984 -0.344120 17.898605 2.638163 1.259623 2.075902 0.5961 0.7098 0.3546 nan nan
2459897 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.923263 6.761874 0.474169 -0.223000 19.835618 2.631198 19.465332 1.340204 0.6330 0.7107 0.3629 nan nan
2459896 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 18.970212 6.811887 1.286306 -0.327964 18.141306 0.728119 7.110645 1.955362 0.5896 0.7116 0.3484 nan nan
2459895 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 3.227444 8.364651 0.456490 -0.684003 15.112938 0.103034 0.615121 -1.155608 0.7766 0.7872 0.2337 nan nan
2459894 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 3.004378 8.025970 0.031480 -0.334169 16.722920 1.047786 2.261285 0.763110 0.6773 0.7118 0.3576 nan nan
2459893 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 18.679373 8.090895 0.934586 -0.263520 17.906331 0.982604 3.399946 1.550285 0.6086 0.7148 0.3382 nan nan
2459892 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 13.982600 8.023621 1.007618 -0.386234 17.438210 1.945299 1.928704 1.868528 0.6243 0.7189 0.3431 nan nan
2459891 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 10.238985 7.432405 0.671249 -0.187980 23.743832 1.001308 0.423578 0.892710 0.6226 0.7138 0.3471 nan nan
2459890 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 4.526949 7.650367 0.026241 -0.177071 2.673717 1.532722 2.607967 3.083097 0.6993 0.7103 0.3717 nan nan
2459889 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 5.355657 8.209057 0.097201 -0.197720 24.929403 -0.596981 2.606997 1.309441 0.6583 0.7137 0.3571 nan nan
2459888 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 8.399451 7.165346 0.887006 -0.241394 23.135117 1.908814 6.849846 0.834864 0.6597 0.7325 0.3390 nan nan
2459887 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 18.274004 7.458441 1.564502 -0.123597 17.754036 2.734493 10.501774 1.198858 0.6072 0.7163 0.3439 nan nan
2459886 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 29.772943 8.476712 1.465505 -0.286193 42.414872 27.804387 3.746184 2.074730 0.6926 0.7756 0.2716 nan nan
2459885 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 13.841036 12.410116 4.380962 1.554403 30.811552 0.014968 16.032250 0.929180 0.6954 0.7505 0.3037 nan nan
2459884 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 10.622524 7.564465 1.063438 -0.358494 22.853771 0.509917 5.510706 1.197786 0.6255 0.7113 0.3484 nan nan
2459883 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 13.502126 9.402997 5.333243 1.504173 20.118799 0.557112 10.886493 4.376816 0.6280 0.7137 0.3449 nan nan
2459882 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 10.027780 14.983247 0.414704 1.066769 2.497017 3.286943 1.147720 3.154081 0.7083 0.7165 0.3605 nan nan
2459881 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.894818 8.872854 1.250350 2.472893 27.013742 0.904852 25.685271 2.120783 0.7249 0.7575 0.3145 nan nan
2459880 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 11.163153 11.342578 4.792084 1.344464 17.170192 0.711236 27.112994 3.682769 0.6417 0.7162 0.3573 nan nan
2459879 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 11.927764 6.027098 1.203749 0.049713 12.831574 3.159213 7.862683 3.150780 0.6021 0.6995 0.3600 nan nan
2459878 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 12.678930 9.993671 6.464176 1.221496 26.901298 3.353868 17.538303 4.783476 0.6230 0.7104 0.3631 nan nan
2459876 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 33.988235 10.902410 7.582413 0.472862 10.065219 0.674313 1.952591 1.291371 0.6040 0.7042 0.3750 nan nan
2459875 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 9.137194 11.838047 3.771116 1.283807 33.687940 4.528140 11.166055 0.917575 0.6716 0.7323 0.3745 nan nan
2459874 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 40.191596 16.275555 3.679979 0.175344 31.335691 4.426205 7.196010 1.399978 0.6109 0.7014 0.3683 nan nan
2459873 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 3.675446 12.517963 0.763908 0.561740 16.206538 2.933447 0.353083 0.819188 0.6899 0.7116 0.3631 nan nan
2459872 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.731028 11.700772 0.056417 1.090428 4.348875 5.641997 -0.073007 0.855614 0.7120 0.7022 0.3826 nan nan
2459871 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.499514 8.841495 0.947899 0.661468 24.682714 3.241889 0.548966 0.712514 0.6934 0.7000 0.3748 nan nan
2459870 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 23.650813 14.190490 3.916701 0.701669 31.373939 0.291413 10.726534 1.224441 0.6421 0.7199 0.3658 nan nan
2459869 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 32.922565 12.846919 5.935019 0.326740 25.522703 2.012452 47.896734 0.655226 0.6321 0.7313 0.3554 nan nan
2459868 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.792552 12.768516 0.071963 0.788359 1.468071 1.928713 5.094611 2.532076 0.7108 0.7102 0.3812 nan nan
2459867 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 5.572505 9.216628 1.968378 0.684752 17.506910 2.836157 15.698135 1.504397 0.6794 0.7155 0.3727 nan nan
2459866 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 11.690349 10.549370 3.403475 0.483434 23.654175 1.797422 11.244550 0.679444 0.6558 0.7169 0.3681 nan nan
2459865 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 8.477466 12.585158 10.097113 7.872844 2.423993 2.768389 1.549691 1.457033 0.7474 0.7256 0.3473 nan nan
2459864 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 8.798340 13.276161 5.950756 0.518781 1.415664 1.363338 0.384176 4.110579 0.7312 0.7112 0.3886 nan nan
2459863 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.823759 9.507031 -1.640288 0.519525 1.512797 2.892972 0.326041 2.642712 0.7252 0.6991 0.3859 nan nan
2459862 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.720845 9.793789 7.363136 0.592917 3.578833 3.928409 1.212049 0.508486 0.7079 0.7277 0.3998 nan nan
2459861 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 3.649699 7.577765 -2.265001 0.777190 12.118363 2.190484 9.457316 1.890140 0.6952 0.7103 0.3895 nan nan
2459860 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 27.162972 8.266606 2.172223 0.371083 7.485068 1.012159 33.596142 1.300729 0.6410 0.7114 0.3756 nan nan
2459859 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 13.362523 6.599726 -1.478216 0.863793 11.011348 2.172778 5.294342 0.807876 0.6605 0.7137 0.3853 nan nan
2459858 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 9.391461 7.332932 -1.979307 0.794691 16.004693 2.499699 29.864689 1.706819 0.6828 0.7222 0.3922 3.297321 2.661335
2459857 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 14.223663 8.173357 1.946319 3.443275 11.576497 7.479844 6.210425 13.403091 0.0273 0.0240 0.0013 nan nan
2459856 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 44.928959 10.125909 2.301481 0.355470 5.613377 1.850081 87.820269 1.981720 0.6444 0.7346 0.3784 3.623478 2.618253
2459855 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 18.431261 11.713230 3.266622 0.287581 15.564497 0.837121 9.476690 1.999112 0.6606 0.7494 0.4077 3.241838 2.637409
2459854 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 39.647699 12.474067 2.296354 0.088497 6.071965 1.022389 13.359892 2.256098 0.6321 0.7655 0.4222 3.089945 2.614666
2459853 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 20.613923 8.971109 4.512688 0.171808 17.158992 1.538802 23.624379 1.618642 0.6834 0.7243 0.3997 3.011100 2.814653
2459852 RF_maintenance 100.00% 29.19% 29.19% 0.00% 100.00% 0.00% 5.441636 10.462610 8.109301 -0.167723 11.663375 1.044517 8.040244 -0.543608 0.6296 0.6206 0.1396 3.788188 3.669092
2459851 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.972589 7.626861 7.735737 0.645646 28.492702 0.700482 3.723023 1.022224 0.7676 0.7721 0.3112 3.944644 3.291702
2459850 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 17.732176 9.660790 4.179209 0.755531 27.169955 1.655239 12.798048 1.836811 0.6996 0.7856 0.3299 3.134971 2.594371
2459849 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 25.616169 9.763613 8.357274 1.452981 26.316429 3.749485 49.417801 12.201735 0.6958 0.7762 0.3344 3.480611 3.388990
2459848 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 13.249287 9.550069 4.429909 5.795352 39.874177 2.998155 0.800627 0.240926 0.6796 0.7713 0.3614 3.224629 2.912160
2459847 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.291591 10.610928 7.468173 5.824401 10.591646 1.101894 0.802069 1.355433 0.7460 0.7115 0.4164 5.386762 4.050514
2459846 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 14.513600 10.322612 3.780124 5.436814 16.771175 2.988278 0.305549 1.970786 0.8007 0.7119 0.3963 2.809987 2.846349
2459845 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 388.638219 388.503553 inf inf 7486.328750 7486.079883 5908.976358 5872.397742 nan nan nan 0.000000 0.000000
2459844 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459843 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459842 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 23.621357 8.331433 -0.653713 1.023252 0.059930 0.356858 0.012017 0.299780 0.7056 0.7094 0.2535 6.475179 4.109665
2459841 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459840 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 61.166784 43.956306 8.356342 6.818865 4.831914 3.214189 13.378367 8.369975 0.0264 0.0225 0.0013 nan nan
2459839 RF_maintenance 100.00% - - - - - 15.550716 11.195036 19.842494 16.696430 1.874586 0.786435 17.623509 10.724663 nan nan nan nan nan
2459838 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 34.450701 12.853747 1.832212 0.378348 5.321980 -0.156004 -0.208799 -0.808616 0.6829 0.7358 0.3664 2.878314 3.408264
2459835 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459833 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459832 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 17.427273 17.035288 3.338683 0.485075 35.611650 0.134942 34.676322 4.336840 0.7513 0.5724 0.5024 2.922071 2.830456
2459831 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 15.525595 10.944973 21.067548 18.077241 2.561873 1.216044 12.628855 7.745545 0.0273 0.0248 0.0012 nan nan
2459830 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 53.418819 17.409570 2.494157 1.164019 13.109691 -0.005674 14.719941 -0.735850 0.7037 0.5739 0.4495 3.664702 3.607709
2459829 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 12.042437 21.011945 3.466695 1.322287 26.256180 -0.017152 15.415779 2.612669 0.7320 0.6882 0.3827 0.000000 0.000000
2459828 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.932550 13.891469 2.306867 1.557480 40.710547 -0.084829 23.215085 0.778519 0.7754 0.5911 0.5045 3.604990 3.206388
2459827 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 22.113121 16.407422 3.624668 1.617132 20.055806 0.325369 71.380303 -0.278347 0.7175 0.6993 0.3852 8.248442 9.607054
2459826 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 32.703543 12.764866 2.413893 1.289429 36.797680 0.419237 42.738862 -0.538473 0.7228 0.6228 0.4143 4.666758 4.709614
2459825 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 9.024835 13.385525 5.481250 1.263223 2.705031 0.376452 -0.481396 -0.586042 0.8175 0.6324 0.5126 4.056265 3.725794
2459824 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 8.133899 13.612987 6.397015 1.222776 3.514956 -0.565833 0.060978 -0.723300 0.7455 0.7627 0.3500 4.026365 4.586212
2459823 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.918211 10.385934 7.149053 1.335014 6.515622 -0.228776 -1.247014 0.409423 0.7860 0.6743 0.4636 7.865166 7.569830
2459822 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 36.953223 12.662479 2.440386 1.527720 13.618307 0.881056 15.510699 -0.407926 0.7229 0.6569 0.4136 5.546224 4.673397
2459821 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 44.201039 12.793702 2.607859 1.329686 5.206033 0.062363 1.399728 -1.084867 0.7332 0.6840 0.3925 3.460158 3.288495
2459820 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 5.386775 16.321585 5.899571 1.477166 18.783805 0.745389 10.826457 0.538183 0.7900 0.7284 0.3823 4.092286 3.750733
2459817 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 9.493421 10.774955 1.310152 1.289313 23.258822 1.529736 10.932456 -0.644539 0.8026 0.7245 0.4441 2.657278 2.520703
2459816 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 7.655782 11.537240 7.574768 1.458208 9.412707 1.890074 5.827708 -0.482623 0.8521 0.6530 0.5478 3.858276 3.469047
2459815 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 33.367754 11.189604 2.322309 1.198971 13.779631 0.978215 5.090625 2.363882 0.7537 0.7312 0.3999 4.214129 3.203934
2459814 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.296005 21.510614 4.775020 0.670276 7.477805 1.661411 0.552210 0.966964 0.0923 0.1117 0.0253 1.201777 1.168666

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 87: 2459926

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance nn Shape 6.307415 6.307415 4.472757 -0.034412 -0.380695 -0.030614 -0.057576 0.122081 -0.272082

Antenna 87: 2459925

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance nn Shape 6.077051 2.232495 6.077051 -0.815264 -0.396530 3.794028 0.102502 -0.584606 -0.358023

Antenna 87: 2459924

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance nn Shape 8.238654 5.284299 8.238654 -0.485421 -0.343891 1.505860 0.724268 1.241073 1.782747

Antenna 87: 2459923

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance nn Shape 7.429103 7.429103 5.208114 -0.233043 -0.787372 1.091293 0.047957 -0.295858 -0.712511

Antenna 87: 2459922

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance nn Shape 6.994724 6.994724 5.682352 -0.357397 -0.971237 2.270768 0.378226 1.234380 0.037094

Antenna 87: 2459921

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance nn Shape 6.481591 5.084760 6.481591 -1.093192 -0.071205 1.065549 0.723434 0.470417 2.796551

Antenna 87: 2459920

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 9.322733 6.812810 1.874889 -0.105188 -0.407340 1.426858 9.322733 2.529457 1.476794

Antenna 87: 2459919

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 17.142018 5.574715 7.247977 0.711520 -0.202614 17.142018 1.793712 8.758925 2.666162

Antenna 87: 2459918

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 13.066029 7.984784 9.899284 -0.397865 0.808211 -0.237146 13.066029 2.553661 2.378160

Antenna 87: 2459917

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance nn Shape 7.441545 7.441545 5.260372 -0.274893 0.184664 1.548793 2.336158 2.456303 1.339159

Antenna 87: 2459916

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Shape 20.206397 20.206397 6.761942 1.402437 -0.366622 11.438994 1.659084 6.862459 2.292259

Antenna 87: 2459915

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 11.130121 7.805130 7.073463 0.934648 -0.524533 11.130121 1.714654 2.614816 1.019796

Antenna 87: 2459914

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance nn Shape 7.108594 5.491093 7.108594 -0.012386 -0.683188 0.159474 -0.192157 -0.265138 -0.826913

Antenna 87: 2459913

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance nn Shape 7.465466 7.465466 3.425200 -0.443798 0.036909 1.512845 7.352849 0.671865 0.399150

Antenna 87: 2459912

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance nn Shape 6.196663 6.196663 4.527987 -0.301919 -0.151537 2.787598 0.383545 0.869745 -0.335474

Antenna 87: 2459911

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 17.913602 6.516739 6.676261 -0.367756 0.667593 1.227218 17.913602 1.006607 2.824334

Antenna 87: 2459910

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 17.898943 6.480927 7.618980 -0.328609 0.742607 0.367309 17.898943 1.272832 2.991130

Antenna 87: 2459909

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 14.545214 6.893917 8.296063 -0.317655 0.681511 0.645307 14.545214 1.562590 2.612643

Antenna 87: 2459908

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 13.994741 13.699267 7.217722 0.879071 -0.176693 13.994741 0.852675 3.754489 1.590537

Antenna 87: 2459907

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 14.839844 6.759865 11.364256 -0.297047 0.791158 1.955398 14.839844 1.741233 2.575161

Antenna 87: 2459906

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 13.888218 6.747275 5.891119 -0.434701 0.489176 1.855125 13.888218 1.160258 0.313219

Antenna 87: 2459905

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 15.033436 6.645623 2.221067 -0.379056 0.154543 3.753359 15.033436 3.273107 5.554704

Antenna 87: 2459904

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 19.043757 6.385799 12.692216 -0.444387 0.920711 2.928956 19.043757 3.970488 8.962040

Antenna 87: 2459903

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Shape 20.363479 7.054412 20.363479 -0.379472 1.338151 1.726980 11.808062 1.445702 4.229557

Antenna 87: 2459902

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 15.909385 9.660427 8.067664 0.792802 -0.662384 15.909385 1.087754 5.302674 1.555799

Antenna 87: 2459901

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 12.976996 6.483739 8.765122 0.566379 -0.429316 12.976996 1.354645 3.697692 2.752163

Antenna 87: 2459900

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 21.629484 6.064792 6.255696 0.467911 -0.499953 21.629484 1.672926 16.740524 7.616030

Antenna 87: 2459898

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 17.898605 7.014480 16.337865 -0.344120 0.905984 2.638163 17.898605 2.075902 1.259623

Antenna 87: 2459897

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 19.835618 6.761874 6.923263 -0.223000 0.474169 2.631198 19.835618 1.340204 19.465332

Antenna 87: 2459896

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Shape 18.970212 6.811887 18.970212 -0.327964 1.286306 0.728119 18.141306 1.955362 7.110645

Antenna 87: 2459895

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 15.112938 3.227444 8.364651 0.456490 -0.684003 15.112938 0.103034 0.615121 -1.155608

Antenna 87: 2459894

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 16.722920 8.025970 3.004378 -0.334169 0.031480 1.047786 16.722920 0.763110 2.261285

Antenna 87: 2459893

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Shape 18.679373 18.679373 8.090895 0.934586 -0.263520 17.906331 0.982604 3.399946 1.550285

Antenna 87: 2459892

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 17.438210 8.023621 13.982600 -0.386234 1.007618 1.945299 17.438210 1.868528 1.928704

Antenna 87: 2459891

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 23.743832 10.238985 7.432405 0.671249 -0.187980 23.743832 1.001308 0.423578 0.892710

Antenna 87: 2459890

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance nn Shape 7.650367 7.650367 4.526949 -0.177071 0.026241 1.532722 2.673717 3.083097 2.607967

Antenna 87: 2459889

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 24.929403 5.355657 8.209057 0.097201 -0.197720 24.929403 -0.596981 2.606997 1.309441

Antenna 87: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 23.135117 7.165346 8.399451 -0.241394 0.887006 1.908814 23.135117 0.834864 6.849846

Antenna 87: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Shape 18.274004 7.458441 18.274004 -0.123597 1.564502 2.734493 17.754036 1.198858 10.501774

Antenna 87: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 42.414872 29.772943 8.476712 1.465505 -0.286193 42.414872 27.804387 3.746184 2.074730

Antenna 87: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 30.811552 12.410116 13.841036 1.554403 4.380962 0.014968 30.811552 0.929180 16.032250

Antenna 87: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 22.853771 7.564465 10.622524 -0.358494 1.063438 0.509917 22.853771 1.197786 5.510706

Antenna 87: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 20.118799 9.402997 13.502126 1.504173 5.333243 0.557112 20.118799 4.376816 10.886493

Antenna 87: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance nn Shape 14.983247 14.983247 10.027780 1.066769 0.414704 3.286943 2.497017 3.154081 1.147720

Antenna 87: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 27.013742 8.872854 2.894818 2.472893 1.250350 0.904852 27.013742 2.120783 25.685271

Antenna 87: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Discontinuties 27.112994 11.342578 11.163153 1.344464 4.792084 0.711236 17.170192 3.682769 27.112994

Antenna 87: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 12.831574 6.027098 11.927764 0.049713 1.203749 3.159213 12.831574 3.150780 7.862683

Antenna 87: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 26.901298 9.993671 12.678930 1.221496 6.464176 3.353868 26.901298 4.783476 17.538303

Antenna 87: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Shape 33.988235 33.988235 10.902410 7.582413 0.472862 10.065219 0.674313 1.952591 1.291371

Antenna 87: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 33.687940 9.137194 11.838047 3.771116 1.283807 33.687940 4.528140 11.166055 0.917575

Antenna 87: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Shape 40.191596 40.191596 16.275555 3.679979 0.175344 31.335691 4.426205 7.196010 1.399978

Antenna 87: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 16.206538 3.675446 12.517963 0.763908 0.561740 16.206538 2.933447 0.353083 0.819188

Antenna 87: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance nn Shape 11.700772 11.700772 6.731028 1.090428 0.056417 5.641997 4.348875 0.855614 -0.073007

Antenna 87: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 24.682714 8.841495 2.499514 0.661468 0.947899 3.241889 24.682714 0.712514 0.548966

Antenna 87: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 31.373939 23.650813 14.190490 3.916701 0.701669 31.373939 0.291413 10.726534 1.224441

Antenna 87: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Discontinuties 47.896734 32.922565 12.846919 5.935019 0.326740 25.522703 2.012452 47.896734 0.655226

Antenna 87: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance nn Shape 12.768516 6.792552 12.768516 0.071963 0.788359 1.468071 1.928713 5.094611 2.532076

Antenna 87: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 17.506910 5.572505 9.216628 1.968378 0.684752 17.506910 2.836157 15.698135 1.504397

Antenna 87: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 23.654175 10.549370 11.690349 0.483434 3.403475 1.797422 23.654175 0.679444 11.244550

Antenna 87: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance nn Shape 12.585158 8.477466 12.585158 10.097113 7.872844 2.423993 2.768389 1.549691 1.457033

Antenna 87: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance nn Shape 13.276161 13.276161 8.798340 0.518781 5.950756 1.363338 1.415664 4.110579 0.384176

Antenna 87: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance nn Shape 9.507031 6.823759 9.507031 -1.640288 0.519525 1.512797 2.892972 0.326041 2.642712

Antenna 87: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance nn Shape 9.793789 6.720845 9.793789 7.363136 0.592917 3.578833 3.928409 1.212049 0.508486

Antenna 87: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 12.118363 7.577765 3.649699 0.777190 -2.265001 2.190484 12.118363 1.890140 9.457316

Antenna 87: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Discontinuties 33.596142 27.162972 8.266606 2.172223 0.371083 7.485068 1.012159 33.596142 1.300729

Antenna 87: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Shape 13.362523 13.362523 6.599726 -1.478216 0.863793 11.011348 2.172778 5.294342 0.807876

Antenna 87: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Discontinuties 29.864689 7.332932 9.391461 0.794691 -1.979307 2.499699 16.004693 1.706819 29.864689

Antenna 87: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Shape 14.223663 8.173357 14.223663 3.443275 1.946319 7.479844 11.576497 13.403091 6.210425

Antenna 87: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Discontinuties 87.820269 44.928959 10.125909 2.301481 0.355470 5.613377 1.850081 87.820269 1.981720

Antenna 87: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Shape 18.431261 11.713230 18.431261 0.287581 3.266622 0.837121 15.564497 1.999112 9.476690

Antenna 87: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Shape 39.647699 12.474067 39.647699 0.088497 2.296354 1.022389 6.071965 2.256098 13.359892

Antenna 87: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Discontinuties 23.624379 8.971109 20.613923 0.171808 4.512688 1.538802 17.158992 1.618642 23.624379

Antenna 87: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 11.663375 5.441636 10.462610 8.109301 -0.167723 11.663375 1.044517 8.040244 -0.543608

Antenna 87: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 28.492702 2.972589 7.626861 7.735737 0.645646 28.492702 0.700482 3.723023 1.022224

Antenna 87: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 27.169955 17.732176 9.660790 4.179209 0.755531 27.169955 1.655239 12.798048 1.836811

Antenna 87: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Discontinuties 49.417801 25.616169 9.763613 8.357274 1.452981 26.316429 3.749485 49.417801 12.201735

Antenna 87: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 39.874177 9.550069 13.249287 5.795352 4.429909 2.998155 39.874177 0.240926 0.800627

Antenna 87: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance nn Shape 10.610928 10.610928 4.291591 5.824401 7.468173 1.101894 10.591646 1.355433 0.802069

Antenna 87: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 16.771175 14.513600 10.322612 3.780124 5.436814 16.771175 2.988278 0.305549 1.970786

Antenna 87: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance nn Power inf 388.503553 388.638219 inf inf 7486.079883 7486.328750 5872.397742 5908.976358

Antenna 87: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 87: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 87: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Shape 23.621357 23.621357 8.331433 -0.653713 1.023252 0.059930 0.356858 0.012017 0.299780

Antenna 87: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 87: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Shape 61.166784 61.166784 43.956306 8.356342 6.818865 4.831914 3.214189 13.378367 8.369975

Antenna 87: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Power 19.842494 11.195036 15.550716 16.696430 19.842494 0.786435 1.874586 10.724663 17.623509

Antenna 87: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Shape 34.450701 12.853747 34.450701 0.378348 1.832212 -0.156004 5.321980 -0.808616 -0.208799

Antenna 87: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 87: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 87: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 35.611650 17.427273 17.035288 3.338683 0.485075 35.611650 0.134942 34.676322 4.336840

Antenna 87: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Power 21.067548 15.525595 10.944973 21.067548 18.077241 2.561873 1.216044 12.628855 7.745545

Antenna 87: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Shape 53.418819 53.418819 17.409570 2.494157 1.164019 13.109691 -0.005674 14.719941 -0.735850

Antenna 87: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 26.256180 21.011945 12.042437 1.322287 3.466695 -0.017152 26.256180 2.612669 15.415779

Antenna 87: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 40.710547 13.891469 6.932550 1.557480 2.306867 -0.084829 40.710547 0.778519 23.215085

Antenna 87: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Discontinuties 71.380303 22.113121 16.407422 3.624668 1.617132 20.055806 0.325369 71.380303 -0.278347

Antenna 87: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Discontinuties 42.738862 12.764866 32.703543 1.289429 2.413893 0.419237 36.797680 -0.538473 42.738862

Antenna 87: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance nn Shape 13.385525 13.385525 9.024835 1.263223 5.481250 0.376452 2.705031 -0.586042 -0.481396

Antenna 87: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance nn Shape 13.612987 8.133899 13.612987 6.397015 1.222776 3.514956 -0.565833 0.060978 -0.723300

Antenna 87: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance nn Shape 10.385934 10.385934 6.918211 1.335014 7.149053 -0.228776 6.515622 0.409423 -1.247014

Antenna 87: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Shape 36.953223 36.953223 12.662479 2.440386 1.527720 13.618307 0.881056 15.510699 -0.407926
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